Pandas Profiling Report

Dataset statistics

Number of variables	21
Number of observations	118224
Missing cells	1029461
Missing cells (%)	41.5%
Duplicate rows	47
Duplicate rows (%)	< 0.1%
Total size in memory	19.8 MiB
Average record size in memory	176.0 B

Variable types

Numeric	19
Categorical	2

Alerts

`ControlBoxTemperature` has constant value "0.0"	Constant
`WTG` has constant value "G01"	Constant
Dataset has 47 (< 0.1%) duplicate rows	Duplicates
`ActivePower` is highly overall correlated with `BearingShaftTemperature` and 8 other fields	High correlation
`AmbientTemperatue` is highly overall correlated with `HubTemperature` and 1 other fields	High correlation
`BearingShaftTemperature` is highly overall correlated with `ActivePower` and 9 other fields	High correlation
`Blade1PitchAngle` is highly overall correlated with `Blade2PitchAngle` and 1 other fields	High correlation
`Blade2PitchAngle` is highly overall correlated with `Blade1PitchAngle` and 1 other fields	High correlation
`Blade3PitchAngle` is highly overall correlated with `Blade1PitchAngle` and 1 other fields	High correlation
`GearboxBearingTemperature` is highly overall correlated with `ActivePower` and 8 other fields	High correlation
`GearboxOilTemperature` is highly overall correlated with `ActivePower` and 9 other fields	High correlation
`GeneratorRPM` is highly overall correlated with `ActivePower` and 8 other fields	High correlation
`GeneratorWinding1Temperature` is highly overall correlated with `ActivePower` and 9 other fields	High correlation
`GeneratorWinding2Temperature` is highly overall correlated with `ActivePower` and 9 other fields	High correlation
`HubTemperature` is highly overall correlated with `AmbientTemperatue` and 5 other fields	High correlation
`MainBoxTemperature` is highly overall correlated with `AmbientTemperatue` and 1 other fields	High correlation
`NacellePosition` is highly overall correlated with `WindDirection`	High correlation
`ReactivePower` is highly overall correlated with `ActivePower` and 8 other fields	High correlation
`RotorRPM` is highly overall correlated with `ActivePower` and 8 other fields	High correlation
`WindDirection` is highly overall correlated with `NacellePosition`	High correlation
`WindSpeed` is highly overall correlated with `ActivePower` and 8 other fields	High correlation
`ActivePower` has 23474 (19.9%) missing values	Missing
`AmbientTemperatue` has 24407 (20.6%) missing values	Missing
`BearingShaftTemperature` has 55706 (47.1%) missing values	Missing
`Blade1PitchAngle` has 76228 (64.5%) missing values	Missing
`Blade2PitchAngle` has 76333 (64.6%) missing values	Missing
`Blade3PitchAngle` has 76333 (64.6%) missing values	Missing
`ControlBoxTemperature` has 56064 (47.4%) missing values	Missing
`GearboxBearingTemperature` has 55684 (47.1%) missing values	Missing
`GearboxOilTemperature` has 55786 (47.2%) missing values	Missing
`GeneratorRPM` has 55929 (47.3%) missing values	Missing
`GeneratorWinding1Temperature` has 55797 (47.2%) missing values	Missing
`GeneratorWinding2Temperature` has 55775 (47.2%) missing values	Missing
`HubTemperature` has 55818 (47.2%) missing values	Missing
`MainBoxTemperature` has 55717 (47.1%) missing values	Missing
`NacellePosition` has 45946 (38.9%) missing values	Missing
`ReactivePower` has 23476 (19.9%) missing values	Missing
`RotorRPM` has 56097 (47.4%) missing values	Missing
`TurbineStatus` has 55316 (46.8%) missing values	Missing
`WindDirection` has 45946 (38.9%) missing values	Missing
`WindSpeed` has 23629 (20.0%) missing values	Missing
`TurbineStatus` is highly skewed (γ1 = 177.6547686)	Skewed
`RotorRPM` has 2809 (2.4%) zeros	Zeros

Reproduction

Analysis started	2023-05-29 17:00:02.999399
Analysis finished	2023-05-29 17:00:27.967023
Duration	24.97 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

ActivePower
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	94084
Distinct (%)	99.3%
Missing	23474
Missing (%)	19.9%
Infinite	0
Infinite (%)	0.0%
Mean	619.10981

Minimum	-38.524659
Maximum	1779.0324
Zeros	594
Zeros (%)	0.5%
Negative	15644
Negative (%)	13.2%
Memory size	1.8 MiB

Quantile statistics

Minimum	-38.524659
5-th percentile	-6.4186291
Q1	79.642258
median	402.65489
Q3	1074.5918
95-th percentile	1720.2046
Maximum	1779.0324
Range	1817.5571
Interquartile range (IQR)	994.94952

Descriptive statistics

Standard deviation	611.27537
Coefficient of variation (CV)	0.98734565
Kurtosis	-0.94310208
Mean	619.10981
Median Absolute Deviation (MAD)	398.88313
Skewness	0.70976813
Sum	58660654
Variance	373657.58
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	594	0.5%
1730.6644	44	< 0.1%
-0.0003023227	8	< 0.1%
1575.5742	5	< 0.1%
1737.2281	3	< 0.1%
-4.5095987	3	< 0.1%
0.00043881143	3	< 0.1%
653.9309	3	< 0.1%
1725.29982	2	< 0.1%
651.8255	2	< 0.1%
Other values (94074)	94083	79.6%
(Missing)	23474	19.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-38.52465939	1	< 0.1%
-38.31229862	1	< 0.1%
-29.61263391	1	< 0.1%
-22.1754245	1	< 0.1%
-19.5226848	1	< 0.1%
-15.5358763	1	< 0.1%
-15.099586	1	< 0.1%
-14.61247716	1	< 0.1%
-14.59247	1	< 0.1%
-13.87283633	1	< 0.1%

Value	Count	Frequency (%)
1779.032433	1	< 0.1%
1768.1444	1	< 0.1%
1767.2888	1	< 0.1%
1757.2687	1	< 0.1%
1756.9816	1	< 0.1%
1749.25321	1	< 0.1%
1749.1084	1	< 0.1%
1748.4562	1	< 0.1%
1747.7269	1	< 0.1%
1746.1604	1	< 0.1%

AmbientTemperatue
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	93678
Distinct (%)	99.9%
Missing	24407
Missing (%)	20.6%
Infinite	0
Infinite (%)	0.0%
Mean	28.774654

Minimum	0
Maximum	42.405597
Zeros	16
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	22.280221
Q1	25.627428
median	28.340541
Q3	31.664772
95-th percentile	36.882189
Maximum	42.405597
Range	42.405597
Interquartile range (IQR)	6.0373436

Descriptive statistics

Standard deviation	4.3691449
Coefficient of variation (CV)	0.15184005
Kurtosis	-0.012360167
Mean	28.774654
Median Absolute Deviation (MAD)	3.0111426
Skewness	0.35216295
Sum	2699551.7
Variance	19.089428
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28.844826	44	< 0.1%
27.792393	24	< 0.1%
0	16	< 0.1%
32.6452	9	< 0.1%
27.792393	8	< 0.1%
37.102978	7	< 0.1%
22.40376	6	< 0.1%
29.266325	5	< 0.1%
35.003857	3	< 0.1%
36.194653	3	< 0.1%
Other values (93668)	93692	79.2%
(Missing)	24407	20.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16	< 0.1%
3.030066906 × 10^-20	1	< 0.1%
11.13068395	1	< 0.1%
16.1116675	1	< 0.1%
18.1019715	1	< 0.1%
18.227419	1	< 0.1%
18.61710611	1	< 0.1%
18.71038822	1	< 0.1%
18.71183878	1	< 0.1%
18.7926749	1	< 0.1%

Value	Count	Frequency (%)
42.4055965	1	< 0.1%
42.0209375	1	< 0.1%
42.00404011	1	< 0.1%
41.9483075	1	< 0.1%
41.92922722	1	< 0.1%
41.8949063	1	< 0.1%
41.8373459	1	< 0.1%
41.8097136	1	< 0.1%
41.78824589	1	< 0.1%
41.7411471	1	< 0.1%

BearingShaftTemperature
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	62286
Distinct (%)	99.6%
Missing	55706
Missing (%)	47.1%
Infinite	0
Infinite (%)	0.0%
Mean	43.010189

Minimum	0
Maximum	55.088655
Zeros	225
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	35.800026
Q1	39.840247
median	42.910877
Q3	47.007976
95-th percentile	50.65371
Maximum	55.088655
Range	55.088655
Interquartile range (IQR)	7.1677285

Descriptive statistics

Standard deviation	5.5453118
Coefficient of variation (CV)	0.12893019
Kurtosis	12.287511
Mean	43.010189
Median Absolute Deviation (MAD)	3.4488811
Skewness	-1.9071463
Sum	2688911
Variance	30.750483
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	225	0.2%
43.509945	3	< 0.1%
50.526719	2	< 0.1%
40.17997	2	< 0.1%
50.352311	2	< 0.1%
48.221169	2	< 0.1%
42.09256887	2	< 0.1%
44.817422	2	< 0.1%
40.57874	1	< 0.1%
40.32604863	1	< 0.1%
Other values (62276)	62276	52.7%
(Missing)	55706	47.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	225	0.2%
13.51817567	1	< 0.1%
13.688085	1	< 0.1%
15.31223667	1	< 0.1%
16.119878	1	< 0.1%
16.805773	1	< 0.1%
17.263845	1	< 0.1%
18.43944	1	< 0.1%
18.901865	1	< 0.1%
19.473595	1	< 0.1%

Value	Count	Frequency (%)
55.088655	1	< 0.1%
55.065134	1	< 0.1%
55.015868	1	< 0.1%
55.0057808	1	< 0.1%
54.9823555	1	< 0.1%
54.941518	1	< 0.1%
54.9390186	1	< 0.1%
54.9277441	1	< 0.1%
54.91379785	1	< 0.1%
54.8954128	1	< 0.1%

Blade1PitchAngle
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	38946
Distinct (%)	92.7%
Missing	76228
Missing (%)	64.5%
Infinite	0
Infinite (%)	0.0%
Mean	9.7496407

Minimum	-43.156734
Maximum	90.14361
Zeros	20
Zeros (%)	< 0.1%
Negative	18982
Negative (%)	16.1%
Memory size	1.8 MiB

Quantile statistics

Minimum	-43.156734
5-th percentile	-1.095369
Q1	-0.93984897
median	0.39439939
Q3	8.0993023
95-th percentile	61.11313
Maximum	90.14361
Range	133.30034
Interquartile range (IQR)	9.0391512

Descriptive statistics

Standard deviation	20.644828
Coefficient of variation (CV)	2.1174963
Kurtosis	5.1858405
Mean	9.7496407
Median Absolute Deviation (MAD)	1.4278086
Skewness	2.4164882
Sum	409445.91
Variance	426.20893
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
88.71959	245	0.2%
88.71959	129	0.1%
90.14361	78	0.1%
85.00009	71	0.1%
88.71959	68	0.1%
85.00005	60	0.1%
88.71959	52	< 0.1%
60.000126	50	< 0.1%
88.74794	44	< 0.1%
60.000076	43	< 0.1%
Other values (38936)	41156	34.8%
(Missing)	76228	64.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-43.15673384	1	< 0.1%
-1.9604657	2	< 0.1%
-1.852215075	1	< 0.1%
-1.576649099	1	< 0.1%
-1.488250842	1	< 0.1%
-1.481081575	1	< 0.1%
-1.475139354	1	< 0.1%
-1.469609312	1	< 0.1%
-1.454062832	1	< 0.1%
-1.446407394	1	< 0.1%

Value	Count	Frequency (%)
90.14361	1	< 0.1%
90.14361	78	0.1%
90.14361	17	< 0.1%
89.11526	1	< 0.1%
89.02752	1	< 0.1%
89.00871	2	< 0.1%
88.97922	1	< 0.1%
88.975494	1	< 0.1%
88.96886	1	< 0.1%
88.96394	1	< 0.1%

Blade2PitchAngle
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	39021
Distinct (%)	93.1%
Missing	76333
Missing (%)	64.6%
Infinite	0
Infinite (%)	0.0%
Mean	10.036535

Minimum	-26.443415
Maximum	90.01783
Zeros	20
Zeros (%)	< 0.1%
Negative	15816
Negative (%)	13.4%
Memory size	1.8 MiB

Quantile statistics

Minimum	-26.443415
5-th percentile	-0.58513237
Q1	-0.43326366
median	0.88897652
Q3	8.4801938
95-th percentile	60.000126
Maximum	90.01783
Range	116.46124
Interquartile range (IQR)	8.9134575

Descriptive statistics

Standard deviation	20.270465
Coefficient of variation (CV)	2.0196676
Kurtosis	5.3577154
Mean	10.036535
Median Absolute Deviation (MAD)	1.4162889
Skewness	2.4432174
Sum	420440.49
Variance	410.89176
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
88.54826	198	0.2%
88.548225	189	0.2%
90.01783	93	0.1%
88.55084	72	0.1%
60.000126	41	< 0.1%
60.000076	40	< 0.1%
84.99981	40	< 0.1%
85.00009	40	< 0.1%
85	35	< 0.1%
-0.52512985	34	< 0.1%
Other values (39011)	41109	34.8%
(Missing)	76333	64.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-26.44341475	1	< 0.1%
-2.4062126	1	< 0.1%
-0.9349257	1	< 0.1%
-0.8993303661	1	< 0.1%
-0.877817975	1	< 0.1%
-0.8775155733	1	< 0.1%
-0.8726386996	1	< 0.1%
-0.866457046	1	< 0.1%
-0.86533529	1	< 0.1%
-0.8643328311	1	< 0.1%

Value	Count	Frequency (%)
90.01783	93	0.1%
90.01778	1	< 0.1%
89.014522	1	< 0.1%
88.915344	1	< 0.1%
88.84818	1	< 0.1%
88.821075	1	< 0.1%
88.79701	1	< 0.1%
88.786415	1	< 0.1%
88.77181	1	< 0.1%
88.76847	1	< 0.1%

Blade3PitchAngle
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	39021
Distinct (%)	93.1%
Missing	76333
Missing (%)	64.6%
Infinite	0
Infinite (%)	0.0%
Mean	10.036535

Minimum	-26.443415
Maximum	90.01783
Zeros	20
Zeros (%)	< 0.1%
Negative	15816
Negative (%)	13.4%
Memory size	1.8 MiB

Quantile statistics

Minimum	-26.443415
5-th percentile	-0.58513237
Q1	-0.43326366
median	0.88897652
Q3	8.4801938
95-th percentile	60.000126
Maximum	90.01783
Range	116.46124
Interquartile range (IQR)	8.9134575

Descriptive statistics

Standard deviation	20.270465
Coefficient of variation (CV)	2.0196676
Kurtosis	5.3577154
Mean	10.036535
Median Absolute Deviation (MAD)	1.4162889
Skewness	2.4432174
Sum	420440.49
Variance	410.89176
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
88.54826	198	0.2%
88.548225	189	0.2%
90.01783	93	0.1%
88.55084	72	0.1%
60.000126	41	< 0.1%
60.000076	40	< 0.1%
84.99981	40	< 0.1%
85.00009	40	< 0.1%
85	35	< 0.1%
-0.52512985	34	< 0.1%
Other values (39011)	41109	34.8%
(Missing)	76333	64.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-26.44341475	1	< 0.1%
-2.4062126	1	< 0.1%
-0.9349257	1	< 0.1%
-0.8993303661	1	< 0.1%
-0.877817975	1	< 0.1%
-0.8775155733	1	< 0.1%
-0.8726386996	1	< 0.1%
-0.866457046	1	< 0.1%
-0.86533529	1	< 0.1%
-0.8643328311	1	< 0.1%

Value	Count	Frequency (%)
90.01783	93	0.1%
90.01778	1	< 0.1%
89.014522	1	< 0.1%
88.915344	1	< 0.1%
88.84818	1	< 0.1%
88.821075	1	< 0.1%
88.79701	1	< 0.1%
88.786415	1	< 0.1%
88.77181	1	< 0.1%
88.76847	1	< 0.1%

ControlBoxTemperature
Categorical

CONSTANT MISSING

Distinct	1
Distinct (%)	< 0.1%
Missing	56064
Missing (%)	47.4%
Memory size	1.8 MiB

0.0	62160

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	186480
Distinct characters	2
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	62160	52.6%
(Missing)	56064	47.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	62160	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	124320	66.7%
.	62160	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	124320	66.7%
Other Punctuation	62160	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	124320	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	62160	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	186480	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	124320	66.7%
.	62160	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	186480	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	124320	66.7%
.	62160	33.3%

GearboxBearingTemperature
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	62313
Distinct (%)	99.6%
Missing	55684
Missing (%)	47.1%
Infinite	0
Infinite (%)	0.0%
Mean	64.23417

Minimum	0
Maximum	82.237932
Zeros	226
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	48.848801
Q1	57.872242
median	64.834662
Q3	71.079306
95-th percentile	79.855614
Maximum	82.237932
Range	82.237932
Interquartile range (IQR)	13.207064

Descriptive statistics

Standard deviation	10.455556
Coefficient of variation (CV)	0.1627725
Kurtosis	4.681867
Mean	64.23417
Median Absolute Deviation (MAD)	6.6202012
Skewness	-1.1151655
Sum	4017205
Variance	109.31866
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	226	0.2%
67.55545	3	< 0.1%
59.57813475	1	< 0.1%
56.47278375	1	< 0.1%
58.18471157	1	< 0.1%
58.49054888	1	< 0.1%
58.45084287	1	< 0.1%
59.46783055	1	< 0.1%
59.58528975	1	< 0.1%
59.41420838	1	< 0.1%
Other values (62303)	62303	52.7%
(Missing)	55684	47.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	226	0.2%
18.44888433	1	< 0.1%
20.80210867	1	< 0.1%
21.93258167	1	< 0.1%
23.00795	1	< 0.1%
23.89555	1	< 0.1%
23.918848	1	< 0.1%
24.04009	1	< 0.1%
25.15475875	1	< 0.1%
25.501198	1	< 0.1%

Value	Count	Frequency (%)
82.237932	1	< 0.1%
82.2199136	1	< 0.1%
82.2035	1	< 0.1%
82.1906372	1	< 0.1%
82.143782	1	< 0.1%
82.1366646	1	< 0.1%
82.1098775	1	< 0.1%
82.1026621	1	< 0.1%
82.0936836	1	< 0.1%
82.0888711	1	< 0.1%

GearboxOilTemperature
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	62412
Distinct (%)	> 99.9%
Missing	55786
Missing (%)	47.2%
Infinite	0
Infinite (%)	0.0%
Mean	57.561217

Minimum	0
Maximum	70.764581
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	48.449105
Q1	53.942181
median	57.196089
Q3	61.305312
95-th percentile	68.044944
Maximum	70.764581
Range	70.764581
Interquartile range (IQR)	7.3631311

Descriptive statistics

Standard deviation	6.3238949
Coefficient of variation (CV)	0.10986382
Kurtosis	2.8235064
Mean	57.561217
Median Absolute Deviation (MAD)	3.6082582
Skewness	-0.62964682
Sum	3594007.3
Variance	39.991647
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
53.83944	7	< 0.1%
49.841103	3	< 0.1%
57.242847	3	< 0.1%
0	3	< 0.1%
58.44239	2	< 0.1%
59.118063	2	< 0.1%
55.309996	2	< 0.1%
52.35127	2	< 0.1%
61.8030382	2	< 0.1%
63.5960325	2	< 0.1%
Other values (62402)	62410	52.8%
(Missing)	55786	47.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	< 0.1%
26.79651467	1	< 0.1%
26.799627	1	< 0.1%
26.8113748	1	< 0.1%
26.8187311	1	< 0.1%
26.82125144	1	< 0.1%
26.83231133	1	< 0.1%
26.83423089	1	< 0.1%
26.841705	1	< 0.1%
26.8448739	1	< 0.1%

Value	Count	Frequency (%)
70.76458113	1	< 0.1%
70.7387834	1	< 0.1%
70.726373	1	< 0.1%
70.7131655	1	< 0.1%
70.7074472	1	< 0.1%
70.7047985	1	< 0.1%
70.6811602	1	< 0.1%
70.6800354	1	< 0.1%
70.66814578	1	< 0.1%
70.6579964	1	< 0.1%

GeneratorRPM
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	61074
Distinct (%)	98.0%
Missing	55929
Missing (%)	47.3%
Infinite	0
Infinite (%)	0.0%
Mean	1102.0263

Minimum	0
Maximum	1809.9417
Zeros	1037
Zeros (%)	0.9%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	29.242713
Q1	1029.8122
median	1124.8607
Q3	1515.402
95-th percentile	1754.8505
Maximum	1809.9417
Range	1809.9417
Interquartile range (IQR)	485.58983

Descriptive statistics

Standard deviation	528.06395
Coefficient of variation (CV)	0.47917546
Kurtosis	-0.24832001
Mean	1102.0263
Median Absolute Deviation (MAD)	301.32826
Skewness	-0.78986106
Sum	68650726
Variance	278851.53
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1037	0.9%
1029.9807	3	< 0.1%
1290.1729	3	< 0.1%
1030.0546	3	< 0.1%
1029.96825	3	< 0.1%
1030.044	3	< 0.1%
1029.9868	3	< 0.1%
1030.0973	3	< 0.1%
1030.0489	2	< 0.1%
1030.11225	2	< 0.1%
Other values (61064)	61233	51.8%
(Missing)	55929	47.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1037	0.9%
0.3403373	1	< 0.1%
0.347509225	1	< 0.1%
0.3732631444	1	< 0.1%
0.3749087778	1	< 0.1%
0.3769242091	1	< 0.1%
0.3835448	1	< 0.1%
0.3925768	1	< 0.1%
0.3975889111	1	< 0.1%
0.4162656923	1	< 0.1%

Value	Count	Frequency (%)
1809.9417	1	< 0.1%
1793.65715	1	< 0.1%
1785.7526	1	< 0.1%
1781.184	1	< 0.1%
1779.9696	1	< 0.1%
1777.52295	1	< 0.1%
1776.1821	1	< 0.1%
1775.732767	1	< 0.1%
1773.95117	1	< 0.1%
1773.6787	1	< 0.1%

GeneratorWinding1Temperature
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	62406
Distinct (%)	> 99.9%
Missing	55797
Missing (%)	47.2%
Infinite	0
Infinite (%)	0.0%
Mean	72.460403

Minimum	0
Maximum	126.77303
Zeros	5
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	45.756961
Q1	55.492241
median	65.7888
Q3	85.867449
95-th percentile	116.99198
Maximum	126.77303
Range	126.77303
Interquartile range (IQR)	30.375208

Descriptive statistics

Standard deviation	22.627489
Coefficient of variation (CV)	0.31227385
Kurtosis	-0.46294971
Mean	72.460403
Median Absolute Deviation (MAD)	12.563402
Skewness	0.7500328
Sum	4523485.6
Variance	512.00327
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
62.229546	7	< 0.1%
0	5	< 0.1%
50.16808	3	< 0.1%
67.04963	3	< 0.1%
114.848114	2	< 0.1%
66.437164	2	< 0.1%
68.416435	2	< 0.1%
90.815475	2	< 0.1%
53.27334	2	< 0.1%
62.70597	2	< 0.1%
Other values (62396)	62397	52.8%
(Missing)	55797	47.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	< 0.1%
27.1780991	1	< 0.1%
27.17839578	1	< 0.1%
27.20894567	1	< 0.1%
27.2155078	1	< 0.1%
27.24492711	1	< 0.1%
27.28234022	1	< 0.1%
27.283243	1	< 0.1%
27.3229627	1	< 0.1%
27.3632903	1	< 0.1%

Value	Count	Frequency (%)
126.7730308	1	< 0.1%
126.695327	1	< 0.1%
126.6502432	1	< 0.1%
126.6023713	1	< 0.1%
126.5623484	1	< 0.1%
126.556144	1	< 0.1%
126.5228585	1	< 0.1%
126.5223498	1	< 0.1%
126.5003853	1	< 0.1%
126.4818589	1	< 0.1%

GeneratorWinding2Temperature
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	62424
Distinct (%)	> 99.9%
Missing	55775
Missing (%)	47.2%
Infinite	0
Infinite (%)	0.0%
Mean	71.826659

Minimum	0
Maximum	126.04302
Zeros	5
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	45.287118
Q1	54.763998
median	65.004946
Q3	85.33774
95-th percentile	116.40993
Maximum	126.04302
Range	126.04302
Interquartile range (IQR)	30.573742

Descriptive statistics

Standard deviation	22.650255
Coefficient of variation (CV)	0.31534608
Kurtosis	-0.47247866
Mean	71.826659
Median Absolute Deviation (MAD)	12.534767
Skewness	0.75883912
Sum	4485503
Variance	513.03407
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
61.686092	7	< 0.1%
0	5	< 0.1%
49.75333	3	< 0.1%
66.4111	3	< 0.1%
51.022415	2	< 0.1%
61.89688	2	< 0.1%
65.577225	2	< 0.1%
114.21849	2	< 0.1%
68.0335346	2	< 0.1%
53.3353473	2	< 0.1%
Other values (62414)	62419	52.8%
(Missing)	55775	47.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	< 0.1%
26.9411411	1	< 0.1%
26.96148544	1	< 0.1%
26.99946544	1	< 0.1%
27.03277189	1	< 0.1%
27.04038022	1	< 0.1%
27.0749868	1	< 0.1%
27.1180875	1	< 0.1%
27.15934869	1	< 0.1%
27.20134823	1	< 0.1%

Value	Count	Frequency (%)
126.0430176	1	< 0.1%
125.9687988	1	< 0.1%
125.9227522	1	< 0.1%
125.8888851	1	< 0.1%
125.8427976	1	< 0.1%
125.8374666	1	< 0.1%
125.7856394	1	< 0.1%
125.7829339	1	< 0.1%
125.7711597	1	< 0.1%
125.7508729	1	< 0.1%

HubTemperature
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	38119
Distinct (%)	61.1%
Missing	55818
Missing (%)	47.2%
Infinite	0
Infinite (%)	0.0%
Mean	36.897978

Minimum	0
Maximum	47.996185
Zeros	305
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	29.998093
Q1	33.943949
median	37.003815
Q3	40.008425
95-th percentile	44.003815
Maximum	47.996185
Range	47.996185
Interquartile range (IQR)	6.0644753

Descriptive statistics

Standard deviation	5.1787109
Coefficient of variation (CV)	0.14035216
Kurtosis	11.33527
Mean	36.897978
Median Absolute Deviation (MAD)	3.0172445
Skewness	-1.84699
Sum	2302655.2
Variance	26.819047
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39.996185	1085	0.9%
40.003815	963	0.8%
41.996185	932	0.8%
43.996185	850	0.7%
42.003815	750	0.6%
37.996185	682	0.6%
36.996185	652	0.6%
38.003815	639	0.5%
34.996185	544	0.5%
37.003815	524	0.4%
Other values (38109)	54785	46.3%
(Missing)	55818	47.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	305	0.3%
3.0937654	1	< 0.1%
4.0806705	1	< 0.1%
5.6548783	1	< 0.1%
7.4043364	1	< 0.1%
7.75139275	1	< 0.1%
8.219612111	1	< 0.1%
10.24810462	1	< 0.1%
10.50502857	1	< 0.1%
12.67044333	1	< 0.1%

Value	Count	Frequency (%)
47.996185	2	< 0.1%
47.996185	22	< 0.1%
47.9961751	1	< 0.1%
47.9959882	1	< 0.1%
47.9959267	1	< 0.1%
47.9951293	1	< 0.1%
47.9950792	1	< 0.1%
47.994031	1	< 0.1%
47.9938994	1	< 0.1%
47.9930207	1	< 0.1%

MainBoxTemperature
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	49145
Distinct (%)	78.6%
Missing	55717
Missing (%)	47.1%
Infinite	0
Infinite (%)	0.0%
Mean	39.547603

Minimum	0
Maximum	54.25
Zeros	228
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	31.538658
Q1	35.8125
median	39.49131
Q3	43.359375
95-th percentile	48.480221
Maximum	54.25
Range	54.25
Interquartile range (IQR)	7.546875

Descriptive statistics

Standard deviation	5.7327829
Coefficient of variation (CV)	0.14495905
Kurtosis	7.1489476
Mean	39.547603
Median Absolute Deviation (MAD)	3.7725604
Skewness	-1.105137
Sum	2472002
Variance	32.8648
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	228	0.2%
39.375	46	< 0.1%
39.625	43	< 0.1%
39.5625	42	< 0.1%
39.3125	42	< 0.1%
40	41	< 0.1%
39.8125	39	< 0.1%
39.1875	39	< 0.1%
34.875	38	< 0.1%
42.25	38	< 0.1%
Other values (49135)	61911	52.4%
(Missing)	55717	47.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	228	0.2%
14.16666667	1	< 0.1%
15.16666667	1	< 0.1%
15.22916667	1	< 0.1%
15.65	1	< 0.1%
15.8875	1	< 0.1%
15.9375	1	< 0.1%
16.28125	1	< 0.1%
16.34375	1	< 0.1%
16.46875	1	< 0.1%

Value	Count	Frequency (%)
54.25	1	< 0.1%
54.2310007	1	< 0.1%
54.2301537	1	< 0.1%
54.18125	1	< 0.1%
54.175	1	< 0.1%
54.125	1	< 0.1%
54.1000004	1	< 0.1%
54.0657855	1	< 0.1%
54.002976	1	< 0.1%
54	4	< 0.1%

NacellePosition
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	6664
Distinct (%)	9.2%
Missing	45946
Missing (%)	38.9%
Infinite	0
Infinite (%)	0.0%
Mean	196.29054

Minimum	0
Maximum	357
Zeros	242
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	54.316667
Q1	145
median	182
Q3	271
95-th percentile	345
Maximum	357
Range	357
Interquartile range (IQR)	126

Descriptive statistics

Standard deviation	88.296554
Coefficient of variation (CV)	0.44982583
Kurtosis	-0.68001254
Mean	196.29054
Median Absolute Deviation (MAD)	62.428571
Skewness	0.075867101
Sum	14187488
Variance	7796.2815
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
178	1343	1.1%
188	1289	1.1%
172	1249	1.1%
175	1201	1.0%
182	1184	1.0%
185	1089	0.9%
166	981	0.8%
169	938	0.8%
163	926	0.8%
160	871	0.7%
Other values (6654)	61207	51.8%
(Missing)	45946	38.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	242	0.2%
0.5	1	< 0.1%
0.6	1	< 0.1%
1	3	< 0.1%
1.2	5	< 0.1%
1.285714286	1	< 0.1%
1.384615385	1	< 0.1%
1.5	46	< 0.1%
1.666666667	1	< 0.1%
1.714285714	1	< 0.1%

Value	Count	Frequency (%)
357	254	0.2%
356.5	1	< 0.1%
356.4	1	< 0.1%
356.25	5	< 0.1%
356	5	< 0.1%
355.875	1	< 0.1%
355.8	3	< 0.1%
355.7142857	1	< 0.1%
355.6666667	1	< 0.1%
355.5	67	0.1%

ReactivePower
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	94040
Distinct (%)	99.3%
Missing	23476
Missing (%)	19.9%
Infinite	0
Infinite (%)	0.0%
Mean	88.133966

Minimum	-203.18259
Maximum	403.71362
Zeros	642
Zeros (%)	0.5%
Negative	30592
Negative (%)	25.9%
Memory size	1.8 MiB

Quantile statistics

Minimum	-203.18259
5-th percentile	-11.760637
Q1	-0.43213689
median	35.883659
Q3	147.35907
95-th percentile	348.32146
Maximum	403.71362
Range	606.89621
Interquartile range (IQR)	147.79121

Descriptive statistics

Standard deviation	116.59672
Coefficient of variation (CV)	1.3229488
Kurtosis	-0.063499324
Mean	88.133966
Median Absolute Deviation (MAD)	45.078994
Skewness	1.1218785
Sum	8350517
Variance	13594.796
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	642	0.5%
347.36203	44	< 0.1%
-0.00027750563	8	< 0.1%
344.7782	5	< 0.1%
-0.00022257098	3	< 0.1%
141.31088	3	< 0.1%
-9.131027	3	< 0.1%
350.4541	3	< 0.1%
129.84952	2	< 0.1%
0.00013087457	2	< 0.1%
Other values (94030)	94033	79.5%
(Missing)	23476	19.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-203.1825914	1	< 0.1%
-174.5518927	1	< 0.1%
-169.4634724	1	< 0.1%
-117.1323872	1	< 0.1%
-100.1500902	1	< 0.1%
-97.24960768	1	< 0.1%
-94.45873506	1	< 0.1%
-91.37651038	1	< 0.1%
-87.38554	1	< 0.1%
-83.13738821	1	< 0.1%

Value	Count	Frequency (%)
403.71362	1	< 0.1%
368.53287	1	< 0.1%
363.3544544	1	< 0.1%
363.3376	1	< 0.1%
361.0306444	1	< 0.1%
359.637151	1	< 0.1%
359.364468	1	< 0.1%
358.0305657	1	< 0.1%
357.56088	1	< 0.1%
355.519659	1	< 0.1%

RotorRPM
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	59254
Distinct (%)	95.4%
Missing	56097
Missing (%)	47.4%
Infinite	0
Infinite (%)	0.0%
Mean	9.9074996

Minimum	0
Maximum	16.273495
Zeros	2809
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0.16729308
Q1	9.2310913
median	10.098702
Q3	13.600413
95-th percentile	15.734986
Maximum	16.273495
Range	16.273495
Interquartile range (IQR)	4.3693216

Descriptive statistics

Standard deviation	4.7184213
Coefficient of variation (CV)	0.47624744
Kurtosis	-0.20319364
Mean	9.9074996
Median Absolute Deviation (MAD)	2.6693097
Skewness	-0.80278955
Sum	615523.23
Variance	22.2635
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2809	2.4%
11.564648	3	< 0.1%
15.64166	2	< 0.1%
9.24340475	2	< 0.1%
15.7423604	2	< 0.1%
9.2365331	2	< 0.1%
9.235785	2	< 0.1%
15.71970289	2	< 0.1%
9.2384215	2	< 0.1%
9.23627075	2	< 0.1%
Other values (59244)	59299	50.2%
(Missing)	56097	47.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2809	2.4%
0.0179586	1	< 0.1%
0.01817334783	1	< 0.1%
0.02904230133	1	< 0.1%
0.0326684	1	< 0.1%
0.03492094267	1	< 0.1%
0.03532348	1	< 0.1%
0.044406277	1	< 0.1%
0.0453589	1	< 0.1%
0.04704583333	1	< 0.1%

Value	Count	Frequency (%)
16.273495	1	< 0.1%
16.070668	1	< 0.1%
16.001965	1	< 0.1%
15.994752	1	< 0.1%
15.993397	1	< 0.1%
15.979916	1	< 0.1%
15.94556267	1	< 0.1%
15.94000075	1	< 0.1%
15.91702483	1	< 0.1%
15.9161951	1	< 0.1%

TurbineStatus
Real number (ℝ)

MISSING SKEWED

Distinct	353
Distinct (%)	0.6%
Missing	55316
Missing (%)	46.8%
Infinite	0
Infinite (%)	0.0%
Mean	2280.4292

Minimum	0
Maximum	65746528
Zeros	203
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	2
median	2
Q3	2
95-th percentile	89.6
Maximum	65746528
Range	65746528
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	358603.39
Coefficient of variation (CV)	157.25259
Kurtosis	31598.056
Mean	2280.4292
Median Absolute Deviation (MAD)	0
Skewness	177.65477
Sum	1.4345724 × 10⁸
Variance	1.2859639 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	55073	46.6%
1	2159	1.8%
3	1100	0.9%
16384	782	0.7%
512	286	0.2%
4	264	0.2%
8192	239	0.2%
1024	225	0.2%
0	203	0.2%
27	155	0.1%
Other values (343)	2422	2.0%
(Missing)	55316	46.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	203	0.2%
1	2159	1.8%
2	55073	46.6%
3	1100	0.9%
4	264	0.2%
5	2	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
65746528	1	< 0.1%
61376732	1	< 0.1%
16384	782	0.7%
15604	1	< 0.1%
15522	1	< 0.1%
15474	2	< 0.1%
15124	1	< 0.1%
13927	2	< 0.1%
13312	1	< 0.1%
12544	1	< 0.1%

WTG
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

G01	118224

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	354672
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	G01
2nd row	G01
3rd row	G01
4th row	G01
5th row	G01

Common Values

Value	Count	Frequency (%)
G01	118224	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
g01	118224	100.0%

Most occurring characters

Value	Count	Frequency (%)
G	118224	33.3%
0	118224	33.3%
1	118224	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	236448	66.7%
Uppercase Letter	118224	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	118224	50.0%
1	118224	50.0%

Uppercase Letter

Value	Count	Frequency (%)
G	118224	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	236448	66.7%
Latin	118224	33.3%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	118224	50.0%
1	118224	50.0%

Latin

Value	Count	Frequency (%)
G	118224	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	354672	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
G	118224	33.3%
0	118224	33.3%
1	118224	33.3%

WindDirection
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	6664
Distinct (%)	9.2%
Missing	45946
Missing (%)	38.9%
Infinite	0
Infinite (%)	0.0%
Mean	196.29054

Minimum	0
Maximum	357
Zeros	242
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	54.316667
Q1	145
median	182
Q3	271
95-th percentile	345
Maximum	357
Range	357
Interquartile range (IQR)	126

Descriptive statistics

Standard deviation	88.296554
Coefficient of variation (CV)	0.44982583
Kurtosis	-0.68001254
Mean	196.29054
Median Absolute Deviation (MAD)	62.428571
Skewness	0.075867101
Sum	14187488
Variance	7796.2815
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
178	1343	1.1%
188	1289	1.1%
172	1249	1.1%
175	1201	1.0%
182	1184	1.0%
185	1089	0.9%
166	981	0.8%
169	938	0.8%
163	926	0.8%
160	871	0.7%
Other values (6654)	61207	51.8%
(Missing)	45946	38.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	242	0.2%
0.5	1	< 0.1%
0.6	1	< 0.1%
1	3	< 0.1%
1.2	5	< 0.1%
1.285714286	1	< 0.1%
1.384615385	1	< 0.1%
1.5	46	< 0.1%
1.666666667	1	< 0.1%
1.714285714	1	< 0.1%

Value	Count	Frequency (%)
357	254	0.2%
356.5	1	< 0.1%
356.4	1	< 0.1%
356.25	5	< 0.1%
356	5	< 0.1%
355.875	1	< 0.1%
355.8	3	< 0.1%
355.7142857	1	< 0.1%
355.6666667	1	< 0.1%
355.5	67	0.1%

WindSpeed
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	94224
Distinct (%)	99.6%
Missing	23629
Missing (%)	20.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.8789597

Minimum	0
Maximum	22.970893
Zeros	13
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	2.3565564
Q1	3.8233299
median	5.5577648
Q3	7.5067098
95-th percentile	10.634838
Maximum	22.970893
Range	22.970893
Interquartile range (IQR)	3.6833799

Descriptive statistics

Standard deviation	2.6190842
Coefficient of variation (CV)	0.4455013
Kurtosis	0.63413731
Mean	5.8789597
Median Absolute Deviation (MAD)	1.8277572
Skewness	0.76598886
Sum	556120.2
Variance	6.8596021
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.014299	47	< 0.1%
2.5037	33	< 0.1%
0	13	< 0.1%
2.7512999	12	< 0.1%
4.8122997	11	< 0.1%
5.0382	10	< 0.1%
4.4438	10	< 0.1%
4.6636996	9	< 0.1%
6.3863	8	< 0.1%
3.6682997	7	< 0.1%
Other values (94214)	94435	79.9%
(Missing)	23629	20.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	< 0.1%
0.9	1	< 0.1%
0.957314967	1	< 0.1%
0.9623049455	1	< 0.1%
0.9802399545	1	< 0.1%
0.9999894142	1	< 0.1%
1.000244378	1	< 0.1%
1.00773494	1	< 0.1%
1.022844389	1	< 0.1%
1.028254936	1	< 0.1%

Value	Count	Frequency (%)
22.97089311	1	< 0.1%
22.172939	1	< 0.1%
22.0232	1	< 0.1%
21.3920984	1	< 0.1%
20.17535792	1	< 0.1%
20.12793935	1	< 0.1%
19.9989395	1	< 0.1%
19.94138874	1	< 0.1%
19.55962193	1	< 0.1%
19.49505932	1	< 0.1%

Auto

Heatmap
Table

	ActivePower	AmbientTemperatue	BearingShaftTemperature	Blade1PitchAngle	Blade2PitchAngle	Blade3PitchAngle	GearboxBearingTemperature	GearboxOilTemperature	GeneratorRPM	GeneratorWinding1Temperature	GeneratorWinding2Temperature	HubTemperature	MainBoxTemperature	NacellePosition	ReactivePower	RotorRPM	TurbineStatus	WindDirection	WindSpeed
ActivePower	1.000	-0.086	0.705	-0.344	-0.343	-0.343	0.912	0.874	0.984	0.914	0.914	0.327	0.055	-0.002	0.722	0.984	-0.207	-0.002	0.977
AmbientTemperatue	-0.086	1.000	0.269	0.215	0.214	0.214	0.030	0.171	-0.049	0.103	0.105	0.652	0.864	-0.049	-0.063	-0.049	0.056	-0.049	-0.102
BearingShaftTemperature	0.705	0.269	1.000	-0.234	-0.232	-0.232	0.842	0.782	0.715	0.835	0.836	0.778	0.465	0.164	0.627	0.715	-0.127	0.164	0.693
Blade1PitchAngle	-0.344	0.215	-0.234	1.000	0.974	0.974	-0.328	-0.244	-0.338	-0.269	-0.268	0.075	0.280	0.087	-0.354	-0.335	0.237	0.087	-0.327
Blade2PitchAngle	-0.343	0.214	-0.232	0.974	1.000	1.000	-0.325	-0.240	-0.335	-0.266	-0.265	0.072	0.273	0.093	-0.351	-0.333	0.231	0.093	-0.326
Blade3PitchAngle	-0.343	0.214	-0.232	0.974	1.000	1.000	-0.325	-0.240	-0.335	-0.266	-0.265	0.072	0.273	0.093	-0.351	-0.333	0.231	0.093	-0.326
GearboxBearingTemperature	0.912	0.030	0.842	-0.328	-0.325	-0.325	1.000	0.918	0.913	0.913	0.913	0.491	0.219	0.155	0.819	0.913	-0.185	0.155	0.898
GearboxOilTemperature	0.874	0.171	0.782	-0.244	-0.240	-0.240	0.918	1.000	0.874	0.937	0.937	0.502	0.259	0.199	0.790	0.874	-0.207	0.199	0.858
GeneratorRPM	0.984	-0.049	0.715	-0.338	-0.335	-0.335	0.913	0.874	1.000	0.911	0.911	0.347	0.059	0.157	0.866	0.997	-0.231	0.157	0.964
GeneratorWinding1Temperature	0.914	0.103	0.835	-0.269	-0.266	-0.266	0.913	0.937	0.911	1.000	1.000	0.502	0.220	0.174	0.810	0.912	-0.192	0.174	0.908
GeneratorWinding2Temperature	0.914	0.105	0.836	-0.268	-0.265	-0.265	0.913	0.937	0.911	1.000	1.000	0.504	0.223	0.174	0.810	0.912	-0.192	0.174	0.907
HubTemperature	0.327	0.652	0.778	0.075	0.072	0.072	0.491	0.502	0.347	0.502	0.504	1.000	0.761	0.099	0.290	0.347	-0.036	0.099	0.309
MainBoxTemperature	0.055	0.864	0.465	0.280	0.273	0.273	0.219	0.259	0.059	0.220	0.223	0.761	1.000	-0.038	0.032	0.062	0.143	-0.038	0.049
NacellePosition	-0.002	-0.049	0.164	0.087	0.093	0.093	0.155	0.199	0.157	0.174	0.174	0.099	-0.038	1.000	0.239	0.158	-0.023	1.000	0.006
ReactivePower	0.722	-0.063	0.627	-0.354	-0.351	-0.351	0.819	0.790	0.866	0.810	0.810	0.290	0.032	0.239	1.000	0.865	-0.205	0.239	0.707
RotorRPM	0.984	-0.049	0.715	-0.335	-0.333	-0.333	0.913	0.874	0.997	0.912	0.912	0.347	0.062	0.158	0.865	1.000	-0.224	0.158	0.966
TurbineStatus	-0.207	0.056	-0.127	0.237	0.231	0.231	-0.185	-0.207	-0.231	-0.192	-0.192	-0.036	0.143	-0.023	-0.205	-0.224	1.000	-0.023	-0.168
WindDirection	-0.002	-0.049	0.164	0.087	0.093	0.093	0.155	0.199	0.157	0.174	0.174	0.099	-0.038	1.000	0.239	0.158	-0.023	1.000	0.006
WindSpeed	0.977	-0.102	0.693	-0.327	-0.326	-0.326	0.898	0.858	0.964	0.908	0.907	0.309	0.049	0.006	0.707	0.966	-0.168	0.006	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	ActivePower	AmbientTemperatue	BearingShaftTemperature	Blade1PitchAngle	Blade2PitchAngle	Blade3PitchAngle	ControlBoxTemperature	GearboxBearingTemperature	GearboxOilTemperature	GeneratorRPM	GeneratorWinding1Temperature	GeneratorWinding2Temperature	HubTemperature	MainBoxTemperature	NacellePosition	ReactivePower	RotorRPM	TurbineStatus	WTG	WindDirection	WindSpeed
Date
2017-12-31 00:00:00+00:00	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	G01	NaN	NaN
2017-12-31 00:10:00+00:00	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	G01	NaN	NaN
2017-12-31 00:20:00+00:00	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	G01	NaN	NaN
2017-12-31 00:30:00+00:00	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	G01	NaN	NaN
2017-12-31 00:40:00+00:00	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	G01	NaN	NaN
2017-12-31 00:50:00+00:00	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	G01	NaN	NaN
2017-12-31 01:00:00+00:00	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	G01	NaN	NaN
2017-12-31 01:10:00+00:00	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	G01	NaN	NaN
2017-12-31 01:20:00+00:00	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	G01	NaN	NaN
2017-12-31 01:30:00+00:00	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	G01	NaN	NaN

	ActivePower	AmbientTemperatue	BearingShaftTemperature	Blade1PitchAngle	Blade2PitchAngle	Blade3PitchAngle	ControlBoxTemperature	GearboxBearingTemperature	GearboxOilTemperature	GeneratorRPM	GeneratorWinding1Temperature	GeneratorWinding2Temperature	HubTemperature	MainBoxTemperature	NacellePosition	ReactivePower	RotorRPM	TurbineStatus	WTG	WindDirection	WindSpeed
Date
2020-03-30 22:20:00+00:00	145.027415	27.583998	46.363847	0.682622	1.115857	1.115857	0.0	62.243332	56.684490	1030.098267	62.123103	61.174030	39.982463	37.375000	188.000000	28.709709	9.234751	2.0	G01	188.000000	3.954384
2020-03-30 22:30:00+00:00	147.223697	27.577234	46.223171	0.633278	1.067585	1.067585	0.0	62.154613	56.514011	1030.347656	61.604346	60.651139	39.733410	37.210633	188.000000	29.910468	9.230950	2.0	G01	188.000000	4.190217
2020-03-30 22:40:00+00:00	117.706939	27.508489	46.088975	1.023465	1.456349	1.456349	0.0	61.789414	56.285359	1029.891333	61.058479	60.123138	39.024528	37.034593	184.666667	22.846505	9.233694	2.0	G01	184.666667	3.949295
2020-03-30 22:50:00+00:00	99.670237	27.440426	45.941079	1.237270	1.671673	1.671673	0.0	60.797234	55.886593	1029.654240	60.296511	59.359762	39.035784	36.846869	178.000000	20.129394	9.234792	2.0	G01	178.000000	3.920965
2020-03-30 23:00:00+00:00	90.331065	27.581193	45.819084	1.411808	1.846226	1.846226	0.0	60.275851	55.552022	1029.805433	59.648732	58.729390	39.010394	36.650659	178.000000	17.792888	9.235228	2.0	G01	178.000000	3.612339
2020-03-30 23:10:00+00:00	70.044465	27.523741	45.711129	1.515669	1.950088	1.950088	0.0	59.821165	55.193793	1029.870744	59.060367	58.148777	39.008931	36.476562	178.000000	13.775785	9.234004	2.0	G01	178.000000	3.533445
2020-03-30 23:20:00+00:00	40.833474	27.602882	45.598573	1.702809	2.136732	2.136732	0.0	59.142038	54.798545	1030.160478	58.452003	57.550367	39.006759	36.328125	178.000000	8.088928	9.229370	2.0	G01	178.000000	3.261231
2020-03-30 23:30:00+00:00	20.777790	27.560925	45.462045	1.706214	2.139664	2.139664	0.0	58.439439	54.380456	1030.137822	58.034071	57.099335	39.003815	36.131944	178.000000	4.355978	9.236802	2.0	G01	178.000000	3.331839
2020-03-30 23:40:00+00:00	62.091039	27.810472	45.343827	1.575352	2.009781	2.009781	0.0	58.205413	54.079014	1030.178178	57.795387	56.847239	39.003815	36.007805	190.000000	12.018077	9.237374	2.0	G01	190.000000	3.284468
2020-03-30 23:50:00+00:00	68.664425	27.915828	45.231610	1.499323	1.933124	1.933124	0.0	58.581716	54.080505	1029.834789	57.694813	56.741040	39.003815	35.914062	203.000000	14.439669	9.235532	2.0	G01	203.000000	3.475205

Most frequently occurring

	ActivePower	AmbientTemperatue	BearingShaftTemperature	Blade1PitchAngle	Blade2PitchAngle	Blade3PitchAngle	ControlBoxTemperature	GearboxBearingTemperature	GearboxOilTemperature	GeneratorRPM	GeneratorWinding1Temperature	GeneratorWinding2Temperature	HubTemperature	MainBoxTemperature	NacellePosition	ReactivePower	RotorRPM	TurbineStatus	WTG	WindDirection	WindSpeed	# duplicates
46	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	G01	NaN	NaN	22734
22	NaN	NaN	0.0	NaN	NaN	NaN	0.0	0.0	NaN	NaN	NaN	NaN	0.0	0.0	NaN	NaN	NaN	0.0	G01	NaN	NaN	133
20	1730.664400	28.844826	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	268.0	347.362030	NaN	NaN	G01	268.0	10.014299	44
6	0.000000	27.792393	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	243.0	0.000000	NaN	NaN	G01	243.0	2.503700	24
2	0.000000	0.000000	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.0	0.000000	NaN	NaN	G01	0.0	0.000000	13
1	-0.000302	NaN	NaN	0.0	0.0	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	163.0	-0.000278	NaN	16384.0	G01	163.0	4.812300	8
26	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	89.0	NaN	NaN	NaN	G01	89.0	NaN	8
3	0.000000	22.403760	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	197.0	0.000000	NaN	NaN	G01	197.0	4.443800	6
10	0.000000	32.645200	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	108.0	0.000000	NaN	NaN	G01	108.0	5.038200	6
4	0.000000	27.792393	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	243.0	0.000000	NaN	NaN	G01	243.0	2.503700	5

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Uppercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring